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The Meaning of Interior Tomography Ge Wang, PhD, Director SBES Division & ICTAS Center for Biomedical Imaging VT-WFU School of Biomedical Engineering & Sciences Virginia Tech, Blacksburg, VA, USA [email protected] October 1, 2010

The Meaning of Interior Tomography

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The Meaning of Interior Tomography. Ge Wang, PhD, Director SBES Division & ICTAS Center for Biomedical Imaging VT-WFU School of Biomedical Engineering & Sciences Virginia Tech, Blacksburg, VA, USA [email protected] October 1, 2010. Interior Tomography (2007). Source. Beam. Beam. ROI. - PowerPoint PPT Presentation

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Page 1: The Meaning of Interior Tomography

The Meaning of

Interior Tomography

Ge Wang, PhD, Director

SBES Division & ICTAS Center for Biomedical Imaging

VT-WFU School of Biomedical Engineering & Sciences

Virginia Tech, Blacksburg, VA, USA

[email protected]

October 1, 2010

Page 2: The Meaning of Interior Tomography

Interior Tomography (2007)

Object

BeamSour

ceTrajectory

ROI

Object

Beam

Trajectory

ROI

Object

Beam

Trajectory

Known

Sub-region

ROI

Object

Beam

Trajectory

Sparsity

Model

Regular Reconstruction Interior Problem

Landmark-based

Interior Tomography

Sparsity-based

Interior Tomography

Page 3: The Meaning of Interior Tomography

First Paper (May 2007)

Page 4: The Meaning of Interior Tomography

Independent Work (Oct. 2007)

Page 5: The Meaning of Interior Tomography

Interior CT Patent

Page 6: The Meaning of Interior Tomography

Literature Analysis

Page 7: The Meaning of Interior Tomography

Outline

• Less Is Deeper

• Less Is Larger

• Less Is Faster

• Less Is Less

• Less Is More

Page 8: The Meaning of Interior Tomography

Less Is Deeper

Use of less projection data for accurate image reconstruction demands

deeper insight, more advanced theory and more powerful tools.

Page 9: The Meaning of Interior Tomography

Computed Tomography (Wholesale)

t

Sinogram

X-rays

Projectio

n:

Linear in

tegral

s

t

y

x

p

Measurement

Reconstruction

Object),( yxf

),( tP

Page 10: The Meaning of Interior Tomography

Inner Vision with Local Data (Retail)

t

Sinogram

X-rays

Projectio

n:

Linear in

tegral

s

ty

x

Measurement

Reconstruction

Object),( yxf

),( tP

X X

Page 12: The Meaning of Interior Tomography
Page 13: The Meaning of Interior Tomography

Half-PI-Line Reconstruction (2006)

Field of View (FOV)

Partial-PI-Line

Page 14: The Meaning of Interior Tomography

Extrapolation from a Known Point (2006)

FOV

?

Page 15: The Meaning of Interior Tomography

Curved Filtering Path (2003)

?

Page 16: The Meaning of Interior Tomography

Interior Reconstruction

(a) (b)

50 100 150 200-1000

-500

0

500

(HU)

(Pixel)

(c)

50 100 150 200-1000

-500

0

500

(HU)

(Pixel)

(d)

Global

FBP

Local

FBP

Local

SART

Interior

Recon

Page 17: The Meaning of Interior Tomography

HOT

Page 18: The Meaning of Interior Tomography

Sparsity-based Interior Recon

Page 19: The Meaning of Interior Tomography

Outline

• Less Is Deeper

• Less Is Larger

• Less Is Faster

• Less Is Less

• Less Is More

Page 20: The Meaning of Interior Tomography

Less Is Larger

Acquisition of less projection data is achieved with a narrower beam, and

an object larger than the beam width is not a concern.

Page 21: The Meaning of Interior Tomography

Preclinical Nano-CT

X-ray Beam Central Stop

Condense Lens

Sample

Zone

Plate

Phase Ring

Detector Plane

Rot

atio

n A

xis

ROI

Sample Stage

Page 22: The Meaning of Interior Tomography

Potential for Study on Earliest Life

Hagadorn JW, et al. (2006) Cellular and subcellular structure of Neoproterozoic embryos.

Science 314:291–294

Page 24: The Meaning of Interior Tomography

Outline

• Less Is Deeper

• Less Is Larger

• Less Is Faster

• Less Is Less

• Less Is More

Page 25: The Meaning of Interior Tomography

Less Is Faster

Less data means smaller detector size, faster frame rate, and more imaging

chains, all of which contribute to accelerate the data acquisition process.

Page 26: The Meaning of Interior Tomography

Spiral Cone-beam CT

Page 27: The Meaning of Interior Tomography

Dual-source Clinical CT (2005)

Page 28: The Meaning of Interior Tomography

Multi-source Interior Tomography

X-ray Detectors

X-ray Tubes

ROI

Wang G, Yu H, Ye YB. Virginia Tech Patent Disclosure on May 15, 2007,

US Patent Application 12/362,979 allowed on October 21, 2009

Ye YB, Yu HY, Wei YC, Wang G. International Journal of Biomedical Imaging, Article ID:63634, 2007

Wang G, Yu H, Ye Y. Medical Physics. 36:3575-3581, 2009

Page 29: The Meaning of Interior Tomography

From Scanning to Roaming

Page 30: The Meaning of Interior Tomography

Outline

• Less Is Deeper

• Less Is Larger

• Less Is Faster

• Less Is Less

• Less Is More

Page 31: The Meaning of Interior Tomography

Less Is Less

Less data is equivalent to less radiation dose, because of not only a

narrower beam but also a more relaxed angular sampling requirement in

the longitudinal studies or multi-scale scenarios.

Page 32: The Meaning of Interior Tomography

Reduced Angular Sampling Rate

Need 2 ProjectionsNeed 4 Projections

Page 33: The Meaning of Interior Tomography

Statistical Interior Tomography

Work in progress from Qiong Xu & Xuanqin Mou (China) in collaboration with Wang G

& Yu HY

Phantom [0.9 1.1]

ROI

Hilbert Region

Known sub-Region20

0,00

0 ph

oton

s50

,000

pho

tons

ITHT ML

Page 34: The Meaning of Interior Tomography

Outline

• Less Is Deeper

• Less Is Larger

• Less Is Faster

• Less Is Less

• Less Is More

Page 35: The Meaning of Interior Tomography

Less Is More

Use of less data is advantageous in more modalities beyond CT, such as

other straight-ray tomographic techniques and even in small-angle

curvilinear geometry, and more applications of various types.

Furthermore, less data means more computational time!

Page 36: The Meaning of Interior Tomography

Interior-MRI

……………………………………

Page 37: The Meaning of Interior Tomography

Interior-MRI

Zhang J, Yu HY, Corum C, Garwood M, Wang G: Exact and stable interior ROI reconstruction for radial MRI. SPIE 7258: 2585G,

8 pages, Feb. 2009, Orlando, FL, USA

Traditional MRI Interior MRI

Page 38: The Meaning of Interior Tomography

Interior Electron Tomography

Ge Wang, Hengyong Yu

Page 39: The Meaning of Interior Tomography

Limited Angle Interior Tomography

Page 40: The Meaning of Interior Tomography

Interior SPECT

Page 41: The Meaning of Interior Tomography

Interior-SPECT

Support

FOVK

now

n Idea

l dat

a

Yu HY, Yang JS, Jiang M, Wang G: Interior SPECT- Exact and stable

ROI reconstruction from uniformly attenuated local projections;

Communications in Numerical Methods in Engineering, 25(6):693-710,

2009

µa =0cm-1

µa =0.15cm-1

µa =0.3cm-1

Noi

sy d

ata

Page 42: The Meaning of Interior Tomography

Practical Implications

Page 43: The Meaning of Interior Tomography

Conclusion

• Less Is Deeper

• Less Is Larger

• Less Is Faster

• Less Is Less

• Less Is More

Page 44: The Meaning of Interior Tomography

Less Is Not Always Better

Page 45: The Meaning of Interior Tomography

Link of Localities

Pictures from http://www.bing.com

Page 46: The Meaning of Interior Tomography

• Multi-scale Interior Tomography

• Multi-parameter Interior Tomography

• Multi-energy Interior Tomography

Future Work

Page 47: The Meaning of Interior Tomography

SBES Advanced Multi-scale CT Facility

Page 48: The Meaning of Interior Tomography

Smaller Scales?

Page 50: The Meaning of Interior Tomography

Multi-parameter CT

Page 51: The Meaning of Interior Tomography

Grating-based Imaging

Page 52: The Meaning of Interior Tomography

Wang G, Cong W, Shen H, Zou Y: Varying Collimation for Dark-Field Extraction. International Journal of

Biomedical Imaging. 2009, Article ID 847537, 2010

Dark-field Tomography

Page 53: The Meaning of Interior Tomography

Multi-energy CT

Page 54: The Meaning of Interior Tomography
Page 55: The Meaning of Interior Tomography
Page 56: The Meaning of Interior Tomography

• Theoretical Extension

• Computational Optimization

• Systematic Evaluation

• Biomedical Applications

• Interdisciplinary Collaboration

Future Work

Page 57: The Meaning of Interior Tomography

Acknowledgment

The results in this presentation are of collaborative nature. Major collaborators include Drs. Hengyong

Yu, Yangbo Ye, Jiangsheng Yang, Ming Jiang, Steve Wang, Michael Fesser, Erik Ritman, Deepak

Bharkhada, Bruno DeMan, Guohua Cao, Otto Zhou, Alexander Katsevich, et al. The work was

partially supported by National Institutes of Health/National Institute of Biomedical Imaging and

Bioengineering Grants EB002667, EB009275, and EB011785 as well as National Science

Foundation NSF/CMMI 0923297.

Page 58: The Meaning of Interior Tomography

Thank You!